Mishra 提醒,給予 AI 代理電腦存取權是重大決定。Clawdbot 運行於本地機器,能存取檔案、應用程式與資料,功能強大同時伴隨風險。她建議使用者仔細閱讀安全文件,理解分享資料內容,並使用配對模式(pairing mode)保護私人訊息安全。她觀察到本地運行雖比雲端服務提供更多控制權,但也代表使用者需自行負責安全設定。若在高度監管環境工作,或公司有嚴格 IT 政策,未必適合使用。此外,因所有指令經 Anthropic 的 API 傳送至 Claude,使用者需理解資料在本地機器與 API 間的傳輸影響。(編者按 :很多新手沒有把預設中門大開的 18789 Port 處理,令到用家容易控制到用家電腦及偷去 API 及密碼等)
事情出錯的現實情況
Mishra 強調自動化系統會失效。當 API 更新、網站重新設計、服務條款改變或連線問題,原本運作良好的流程可能突然停止。成功使用者共通點是預期出現問題,並願意投入時間除錯。她建議不要將關鍵任務完全依賴自動化。高風險決策仍需人工審查,因為 AI 可能自信地犯錯。此外,建立流程時應包含錯誤處理機制,如步驟失效時發送通知,避免流程靜默停止。防禦性設計思維是長期成功使用工具的關鍵。
誰應投入,誰該等待
經過 40 小時研究,Mishra 認為完美對象是熟悉命令列開發者、技術使用者、有特定重複任務者、願為長期收益投入時間者及早期採用者。願學習的半技術使用者、有明確目標且能遵循文件的人亦能獲得價值,但需更多耐心。目前不適合命令列新手、期待立即進階自動化、不願投入時間、處於嚴格 IT 政策環境及期待即插即用完美體驗的人。這工具需要承諾,半調子嘗試不會帶來實質效果。
Mishra 結論是:Clawdbot 具重大意義,雖不完美亦非魔法,但核心承諾屬實——一個能完成任務的 AI 助手。稱其「革命性」者沒錯,但稱其「即插即用」者不對,真相介於兩者之間。炒作既真實又誇大,關鍵在於全心投入。問題不在於自主 AI 代理是否成標準,而是你想現在學習,還是在兩年後才追趕。最好的開始時間是去年,第二好是今天,前提是願意適當學習。這需要決心與承諾,對於願投入者,回報實質且持久。
粉嶺裁判法院昨日(26 日)就一宗大型網約車非法營運案判決。39 歲曾任解放軍陸軍班長的大陸男子曾鈺霖,因旅客身份來港從事非法載客,被判即時監禁 8 個月及停牌 18 個月。署理主任裁判官香淑嫻批評被告明顯有目的來港犯案,質疑其聲稱的財政壓力說法。香淑嫻指被告先在大陸買車代步,再於香港購入涉案 Tesla 犯案,經濟壓力屬自行招致,與一般人捉襟見肘的情況有很大分別。
犯案規模驚人 兩月賺逾 7 萬元
警方翻查高德打車服務供應商「宇宙平台」帳戶紀錄,發現被告在去年 6 月 20 日至 8 月 21 日短短兩個月內,竟已完成 691 次車程,收入達 73,000 元。調查揭露被告在舊同學王煒坤不知情下,擅自使用對方的香港身份證及駕駛執照開立召車程式「高呼叫車」和「宇宙 call 車」帳戶,並連結至其東亞銀行戶口收取車資。被告以「王師傅」身份在平台接單,駕駛登記在其名下的 Tesla Model S 私家車載客。
警方放蛇揭發 涉案車輛無保險
去年 8 月 21 日上午 11 時許,警方採取行動打擊車輛非法取酬載客。臥底警員透過高德應用程式預約由元朗前往上水圍的行程,車費 184 元並透過支付寶支付。被告接單後駕駛 Tesla 到達元朗接載警員,上車後向警員確認訂單手機尾數並展開行程。當車輛抵達目的地,警員表明身份將其截停。警方發現被告僅能出示有效駕駛執照及護照。涉案 Tesla 雖登記在其名下,但未領有出租汽車許可證,更無購買第三者保險。
退役軍人求情稱養家 官不接納
辯方求情時引述被告家屬及退役軍人同事信件,形容被告性格節儉、恪守紀律且對家庭負責任。律師強調被告來自貧困家庭,曾任解放軍陸軍班長,退役後從事商場管理,前年失業後才因財政壓力購入涉案 Tesla 犯案,並稱被告具真誠悔意。裁判官香淑嫻質疑被告是否特意買車犯法,批評其長時間進出香港犯案,短短兩個月內違反逗留條件多達 17 次。香淑嫻強調被告駕駛無第三者保險車輛載客,一旦發生意外,乘客及其他道路使用者將缺乏保障,對社會構成威脅。
全球頂級電競賽事《英雄聯盟》韓國冠軍聯賽(League of Legends Champions Korea,簡稱 LCK)迎來歷史性里程碑。2026 LCK Cup Finals in Hong Kong presented by CGA 決賽首次移師韓國以外地區舉行,締造首個 LCK Finals 海外版。賽事定於 2026 年 2 月 28 日至 3 月 1 日假啟德體藝館(Kai Tak Arena)盛大舉行,並獲香港大型體育活動事務委員會頒發「M」品牌認可,標誌著世界級電競盛事正式成為香港國際體育版圖重要一環。
是次賽事由 Cyber Games Arena(CGA)聯同 LCK 賽事方攜手呈獻,將象徵《英雄聯盟》最高競技水平賽事帶到廣大電競迷眼前。賽事一連兩日舉行,預計每日吸引逾 10,000 名觀眾入場,屆時啟德體育園勢必成為全球電競迷矚目焦點 。
▲Cyber Games Arena (CGA) 創辦人 Kurt Li
LCK:全球競技水平最高《LOL》職業聯賽
LCK 一直被視為全球實力最強、競技水平最高《英雄聯盟》職業聯賽之一,雲集世界頂尖戰隊與殿堂級選手,長年主導國際賽事舞台。目前《英雄聯盟》世界排名(Global Power Rankings)前列戰隊均來自 LCK 賽區,包括 T1、Gen.G 等全球電競迷耳熟能詳的名字,競技含金量被譽為世界之最。當中首位入選傳奇殿堂(Hall of Leagues)、《英雄聯盟》電競史上首位「六冠王」兼帶領隊伍三連霸世界冠軍 Faker,更是 LCK 聯賽核心人物。其他世界級好手包括 Gumayusi、ShowMaker、Bdd 及 Chovy 等,亦效力於 LCK 職業聯賽隊伍。今次 LCK Cup 2026 成績排名前三勁旅將親臨香港出戰,為本地觀眾帶來夢幻級對決 。
▲資深電競賽事評述員老星
LCK 秘書長 Aiden Lee 發言要點
Aiden Lee 代表 LCK 感謝主辦方 CGA 及香港各界的協助,讓 LCK Cup 決賽能首度走出韓國。他表示 LCK 致力於為頂尖隊伍打造最佳競技環境,而香港正是與全球粉絲交流、分享電競熱情的理想選擇。官方將派遣聯賽前三名強隊來港,他堅信在 CGA 的豐富經驗與熱情推動下,2026 年香港決賽將成為全球電競界的開創性里程碑。
▲LCK 代表、Secretary General of LCK Aiden Lee
香港啟德體藝館成決賽舞台
今屆 2026 LCK Cup Finals in Hong Kong presented by CGA 將賽事最關鍵階段帶到香港。賽事選址全新落成啟德體育園轄下啟德體藝館,觀眾可於世界級場館內,近距離見證全球最頂尖《英雄聯盟》戰隊巔峰對決。現場熾熱氣氛與即場觀賽體驗,將為觀眾帶來網上直播無法比擬的震撼感受 。本次 LCK Cup 作為 2025 年度首創的開幕賽事,競賽流程分為三個階段:
小組賽:由 10 支 LCK 頂尖隊伍分為兩組進行對抗。
Super Week:此階段積分以雙倍計算,極大考驗隊伍的穩定性與爆發力。
淘汰賽:最終階段採用 BO5(五局三勝)雙敗淘汰制。 最受矚目的「敗部決賽」與「總決賽」將在可容納萬名觀眾的啟德體育園(Kai Tak Arena)舉行,由 LCK 聯賽前三名的頂尖隊伍爭奪冠軍榮耀。
除了主賽事,大會將於比賽當月在商場及場館內設立 Festival Zone,免費開放予公眾入場,讓全港市民親身投入 2026 LCK Cup Finals in Hong Kong presented by CGA 熾熱氣氛。LCK Festival Zone 為 LCK 每年於總決賽期間舉行的官方嘉年華活動,深受粉絲期待。今次設有多個互動體驗專區,包括戰隊攤位(Team Booths)、官方及限定周邊商品銷售、主題打卡拍照專區、應援留言牆(Cheer Wall)、Cosplayer 同樂及各贊助品牌體驗專區,讓遊客透過多元化體驗與電競愛好者一同感受世界級電競盛事魅力 。
Apple iPhone Air 是品牌史上最纖薄手機。為了追求 5.64 mm 極致厚度,Apple 移除實體 SIM 卡槽,只支援 eSIM 啟動。深圳華強北電子市場近日流出影片,有媒體指商家成功為 iPhone Air 加裝實體 SIM 卡槽,更被網民稱為「全球首部能插卡 iPhone Air」。
拆卸震動馬達騰出空間
多個中國科技網站報道指,華強北商家透過獨立開模技術,在 iPhone Air 主機板底部開出專門安裝實體 SIM 卡區域,並採用 iPhone 15 Pro Max 卡托。改裝過程需將原有 Taptic Engine 觸覺回饋模組更換為體積較小訂製震動馬達,利用騰出空間容納 SIM 卡槽。影片顯示改裝後裝置外觀與原機相近,卡槽位於 USB-C 端口旁。
英國 The Open University 轄下的 Animal-Computer Interaction Laboratory 開發出名為 Dogosophy Button 的智能按鈕,讓服務犬可按壓按鈕控制家中燈光、熱水壺、風扇等電器,協助殘障人士。這款裝置由 Clara Mancini 教授領導團隊花費超過 10 年時間研發,與約 20 隻來自英國慈善機構 Dogs for Good 的服務犬共同測試,目前只在英國銷售,售價約 130 美元(約港幣 1,014 元)。
以動物為中心的設計理念
The Open University 於 2011 年成立 Animal-Computer Interaction Laboratory,專門研究動物與科技互動,開發目標為改善動物福祉的互動系統。團隊 2015 年已於校園安裝第一代原型,協助一名博士生及其輔助犬使用建築物保安門及辦公室燈光,這些裝置至今仍在運作。負責設計工作的工業設計師 Luisa Ruge 表示,為動物設計產品挑戰在於無法直接向牠們詢問意見,需要大量反覆測試並深入理解動物行為。過程包含重大倫理及反思元素,因為設計師無法完全感受狗狗體驗。
2026 年 AI 裁員潮席捲全球科技業,香港 IT 從業者同樣感受到前所未有的寒意。近期業界頻頻傳出壞消息:裁員、公司重組、資深工程師突然失業。社交媒體演算法不斷推送科技巨頭裁員新聞、AI 取代工作討論,甚至 LinkedIn 亦充斥著關於「中年危機」的討論。這些訊息如雪片般飛來,令業界不禁懷疑:2026 年是否真的是 IT 人的「大限」? (閱讀全文…)
While the world is heatedly discussing how AI will revolutionize classrooms and achieve “personalized learning,” renowned Finnish education expert Professor Pasi Sahlberg offers a powerful reminder to the sector: “If we think that just by embedding AI to school systems that we have now, then things will get significantly better, I don’t think that’s going to happen”
We have all heard the doubts surrounding traditional education—uniform teaching materials, widening learning gaps, inefficient assessment systems, declining student passion, and a global teacher shortage. But where do the roots of these problems lie? If we are to reform, where should we start? What kind of talent do we need for the future, and how can these qualities be cultivated? At EDUtech Asia 2025 last November, Professor Pasi Sahlberg was undoubtedly the most anticipated keynote speaker. In his speech, he provided a deep analysis of the origins of the modern education dilemma and why the situation continues to worsen. He offered a starting point for policymakers and schools, highlighting the critical factors to watch during transformation. The Unwire team witnessed his compelling presentation and had the privilege of speaking with him afterward to explore his core arguments in depth.
The Root of the Problem: The Formation of a Dilemma
Professor Sahlberg believes the root of global education issues lies in being “outdated.” Today’s massive dilemma was formed by increasing resources to implement “reforms” in the wrong direction.
“Our current education systems were originally designed for an entirely different era and purpose. Previously, society needed a collective workforce with basic literacy; today, society needs future talent that is flexible, creative, collaborative, and passionate about finding their own path. Keeping the old system largely intact is where the problem starts.”
Sahlberg noted that the education sector hasn’t ignored the issues. In fact, the resources invested globally over the past 25 years to “reform” education and improve efficiency have been staggering. The reason for the lack of results, he argues, is that we are trying to solve new-age problems within an old framework. He brilliantly dubbed this quarter-century movement the Global Education Reform Movement, or GERM. Sahlberg believes that this reform movement has not only failed to keep education up to date but has further eroded its foundations. He analyzed four areas where GERM “reforms” have focused, each leading to unintended consequences:
School Competition:
Treating schools as an “industry” and introducing market competition. Originally intended to improve quality through competition, it resulted in skewed resources and inter-school hostility.
Narrow Curricula:
Over-emphasizing literacy and numeracy as the core paths to intelligence. Arts, music, and physical education—vital for holistic development—have been marginalized.
Text-based Accountability:
Using large-scale standardized testing that prioritizes scores and rankings. Students learn under “accountability” systems, bearing heavy pressure. “Studying only for grades” has become a global phenomenon.
De-valuation of Teachers:
Helping students achieve stellar exam results has become the primary KPI for teachers. Teaching has become mechanical, devaluing the profession and discouraging young people from entering the field, worsening the global teacher shortage.
Professor Sahlberg analyzed the “inconvenient data” behind various global education reforms on the EDUtech Asia keynote stage.
Data shows that during the reign of GERM, despite unprecedented investment in funding and technology, average student performance has stagnated, creativity has declined, and the sense of belonging at school is at an all-time low. Sahlberg joked: “If education were an industry, it’s likely the only one that could see zero return on performance for 25 years and still have its budget approved by the board to continue ‘reforming’ in the same failed direction.”
Breakthrough Thinking: “Equality” vs. “Equity”
While Sahlberg acknowledges the importance of technology and funding, he emphasizes that reform must precede investment for resources to be truly meaningful. The starting point for this reform lies in distinguishing between two often-confused concepts: Equality and Equity.
Sahlberg argues that many policymakers believe they are practicing equity when they are actually merely providing “equality of opportunity,” a strategy that frequently backfires. “Giving every student—regardless of personal talent or family wealth—the right to choose an expensive, advanced AI course follows the principle of ‘Equality.’ But is it equitable or inclusive? 25 years of data says no. In fact, it leads to children from disadvantaged backgrounds being more thoroughly marginalized.” He believes that pursuing “Equality” in isolation exacerbates existing imbalances. This creates a polarized system of “elite” schools that parents fight to enter and “weak” schools that no one wants to attend. Students in the latter are not only negatively impacted in their self-confidence by being labeled “mediocre,” but also continue to experience systemic unfairness in resource access throughout their learning journey.
Sahlberg shared the model used in Finland and other Nordic countries, which shares the goal of inclusion but bases resource allocation on Equity. “Simply put, it is about using education to transform an unfair society into a fair one (Equity). In Finland, we call this Positive Discrimination. The goal is to make every school a ‘good school.'”
Finnish education proactively invests more resources into children with poorer learning conditions or lower socioeconomic status to help them rise to a level playing field. Sahlberg believes that only by creating an equal starting point through intentional resource reallocation can social class gaps be eliminated. When education achieves true Equity, inclusion happens naturally, allowing society to foster truly diverse talent.
The True Key: Timing of Investment
Another point Sahlberg emphasized is when resources are invested. “We have known for a long time that the earlier you invest in a child’s education, the more significant the impact and the higher the return.”
Research by Nobel Laureate in Economics James Heckman confirms: the earlier the investment in educational resources, the higher the impact.
He cited Nobel laureate James Heckman’s research from the 1990s, which proved that the ROI for early childhood education is far higher than late-stage remediation. “What is most baffling is that even though this knowledge has been public for 30 years, many systems still don’t prioritize early education. I believe this is the main reason education costs keep rising while effectiveness remains low.” Currently, Finland’s investment in early childhood education is triple that of Australia.
Research by Nobel Laureate in Economics James Heckman confirms: the earlier the investment in educational resources, the higher the impact.
Reform Before Technology
Regarding the hype that “AI will solve century-old education pain points,” Sahlberg does not join the frenzy. He notes that we have experienced this tech-optimism at least twice before.
He recalls: “In the 80s, when ‘one computer per person’ became possible, everyone expected ‘personalized learning’ to arrive. It didn’t. In the 90s, with the rise of the internet, people said global resource sharing would revolutionize education. It didn’t.” He reiterates that AI’s true value will only appear after structural reform. “If we think plugging AI into the old system will change things, I don’t think it will happen.”
However, he sees potential for AI to reduce administrative burdens for teachers. If AI can free up time for teachers to explore diverse assessments and engage in constructive dialogue, that would be its true contribution.
Teacher Training as “Astronaut Training”
Sahlberg offered a radical thought for leaders: teacher training should mirror the design principles of an “Astronaut Training Program”—where 90% of the curriculum is dedicated to preparing trainees for the unexpected.
“In a real classroom, a teacher’s energy and capacity should ideally only require 10% for routine tasks and practical operations,” Sahlberg explained. “The remaining 90% is for managing the interpersonal dynamics with students and other complex, unpredictable situations. This requires adaptive leadership.” He argues that current teacher training systems, as well as the teams leading these educational bodies, are too focused on that 10% of basic tasks. This resistance to change is why the system falls into a state of panic when transformation becomes unavoidable. Perhaps this explains why, with the emergence of AI, the academic community’s most heated discussions still revolve around “teachers’ fear of being replaced,” rather than “how teachers can be empowered.”
Beyond the role of teachers, Sahlberg reminded leaders that a narrow focus on academic performance is outdated. A student’s well-being, resilience, level of engagement, interpersonal relationships, life balance, and openness to knowledge are all critical areas for assessment. “In my home country of Finland, we emphasize the ‘Whole Child Approach.’ We do not view students as mere containers for academic knowledge. Compared to traditional subjects like language and mathematics, we place higher value on the arts, music, physical education, and civic education, focusing on nurturing a child’s sense of happiness and civic values.” He added that his home country has been showing a testament to their resolve, as they stay committed to holistic education as the fundamental premise of learning even when Finland’s position on the PISA (Programme for International Student Assessment) rankings fluctuates.
Trust Our Children
“Please trust our children,” was Sahlberg’s sincere appeal to the educational leaders in the room. “We too often assume young people can’t do this or that, or will go astray. We then conclude: ‘Let me teach you; let me tell you what you need to know.’ The truth is, we severely underestimate them.”
Sahlberg noted that children possess talents and potential that far exceed the level of trust we typically grant them. Their innate hunger for learning and their aspirations for self-growth are qualities that our traditional education system cannot produce. He pointed out that Finland and other leading education systems are currently committed to a profound shift in mindset: moving from viewing students as “objects to be taught” to seeing them as the leads of their own learning (Student Agency). This involves building an educational culture that truly believes in a young person’s ability to participate in—and take charge of—their own learning journey and future development.
Pasi Sahlberg is an internationally renowned Finnish educator, scholar, and author. He formerly served as the Director General of the Center for International Mobility and Cooperation (CIMO) at the Finnish Ministry of Education and Culture. His book, Finnish Lessons: What Can the World Learn from Educational Change in Finland?, was awarded the 2013 Grawemeyer Award.
Editor’s Note
Professor Sahlberg’s insights touch on the deepest pain points of modern education. While proud of the Finnish system, he admits candidly in his book, Finnish Lessons 3.0, that no system is perfect. Our hope is that this interview sparks a meaningful dialogue rather than a debate over who is right.
It is an invitation for us to set aside the biases and defenses tied to our specific roles and positions, so that we may collectively examine the increasingly stark reality of our society. We must ask ourselves: Has mainstream education shifted children’s dreams from “having a happy family,” “contributing to the community,” or “protecting the planet” to simply “getting good grades”?
If so, is that truly what we want to leave for the next generation?
除了位置資訊,新合資企業亦擴大 TikTok 內置 AI 功能相關數據收集權限,當中包括用戶輸入提示字句(prompts)、提問內容,以及 AI 生成內容在何時、何地被建立與使用等操作紀錄。對於利用 TikTok AI 功能創作短片、相片或文字創作者而言,這代表創作過程本身亦會變成平台數據資產,未來如何用於訓練演算法或推薦廣告,現階段仍然缺乏透明度。